AutoDocs MCP Server

# Current Implementation Priorities ## Executive Status **Project Phase**: Phase 4 Complete - Production Ready v0.3.0 **Current Focus**: Post-MVP expansion into universal documentation sources **Release Status**: Production approved with enhanced monitoring (see CORE_REFERENCE/RELEASE_VALIDATION_STATUS.md) --- ## Current Release Status (v0.3.0) ### ✅ PRODUCTION READY - **Security**: All vulnerabilities addressed (URL validation, path sanitization, input validation) - **Functionality**: Core documentation fetching and dependency context working - **Operations**: Health checks, metrics, graceful shutdown implemented - **Reliability**: Network resilience, circuit breakers, connection pooling complete ### Remaining Quality Items (Non-Blocking) - Test mock improvements (47 test failures from mock setup issues) - Type annotation completion (27 MyPy errors in health/observability modules) - Enhanced integration testing --- ## Active Implementation Priorities ### 🚨 **PRIORITY 1: Expansion Phase Implementation (Active)** **Goal**: Universal documentation sources to improve Python experience and prepare for multi-language support Based on the comprehensive implementation priorities framework (see full details below), we are now in the **Expansion Phase**: #### **Current Sprint: Universal Documentation Sources (Weeks 1-4)** Following the strategic expansion plan: 1. **GitHub Integration** (Weeks 1-2) - Repository URL extraction from PyPI metadata - GitHub API integration for README and examples - Content processing and AI-optimized formatting 2. **Read the Docs Integration** (Week 3) - RTD URL detection and access - Structured API documentation extraction - Multi-format support (Sphinx, MkDocs) 3. **Multi-Source Aggregation** (Week 4) - Content deduplication and prioritization - Concurrent processing with failure isolation - Token budget management across sources #### **Next Phase: Multi-Language Foundation (Weeks 5-8)** - Universal architecture establishment - Node.js ecosystem support (package.json, npm registry) - Validation of cross-language patterns ### 🔄 **PRIORITY 2: Test Quality Completion (Ongoing)** **Goal**: Complete remaining test infrastructure improvements #### Remaining Tasks: - **Mock Pattern Fixes**: Convert remaining 47 test failures to pytest-mock patterns - **Type Annotation Completion**: Resolve 27 MyPy errors in health/observability modules - **Integration Test Suite**: Add comprehensive end-to-end testing #### Success Criteria: - >95% test pass rate - Full type coverage - Real PyPI integration testing ### ⚡ **PRIORITY 3: Deployment Readiness Validation** **Goal**: Ensure smooth production deployment #### Tasks: - Staging environment validation - Performance benchmarking under load - Monitoring dashboard configuration - Production deployment documentation --- ## Implementation Strategy Framework ### Core MVP Implementation Phases (COMPLETE ✅) #### **Phase 1: Core Validation** ✅ - Basic project setup and CI/CD - Minimal viable parser for pyproject.toml - Simple MCP integration with scan_dependencies #### **Phase 2: Documentation Fetching** ✅ - PyPI API integration with rate limiting - Version-based caching system - Basic get_package_docs tool #### **Phase 3: Graceful Degradation** ✅ - Enhanced error handling and messaging - Network resilience with retry logic - User-friendly error messages #### **Phase 4: Dependency Context** ✅ - Smart dependency resolution and selection - Context-aware tools with token management - Performance optimization with concurrent fetching #### **Phase 5: Testing & Polish** ✅ - Comprehensive test suite (core coverage achieved) - Production features (health, logging, monitoring) - Documentation and integration guides --- ## Strategic Implementation Principles ### ✅ **Incremental Value Delivery** Each phase delivers immediate value: - Phase 1: Basic dependency scanning - Phase 2: Package documentation lookup - Phase 3: Robust real-world usage - Phase 4: Rich contextual intelligence - Phase 5: Production-ready deployment ### ✅ **Risk-First Development** - Build core validation before advanced features - Test integration points early - Validate assumptions with real usage - Graceful degradation for robustness ### ✅ **Architecture-Driven Expansion** Current expansion follows proven patterns: - Universal foundations benefit all languages - Market impact prioritization (Python → JavaScript → Go → Enterprise) - Technical risk management (simple before complex) - Reusable patterns across ecosystems --- ## Development Workflow ### Branch Strategy - **Main branch**: Production-ready releases only - **Develop branch**: Active development work - **Feature branches**: Individual features and improvements - **Release branches**: Release preparation and validation ### Quality Gates - Pre-commit hooks: Ruff linting, MyPy checking, file hygiene - Test coverage: >80% overall, >85% for critical files - Integration testing: Real PyPI API validation - Performance benchmarks: <5s response times maintained ### Commit Standards All commits must follow [Conventional Commits](https://www.conventionalcommits.org/): - `feat:` for new features - `fix:` for bug fixes - `refactor:` for code improvements - `test:` for testing improvements - `docs:` for documentation updates --- ## Next Session Actions 1. **Continue expansion implementation** following the GitHub integration roadmap 2. **Address remaining test quality issues** with pytest-mock conversions 3. **Validate production deployment** in staging environment 4. **Update RELEASE_VALIDATION_STATUS.md** with current progress ## Context References - **Product Vision**: See CORE_REFERENCE/autodocs_mcp_spec.md - **Release Status**: See CORE_REFERENCE/RELEASE_VALIDATION_STATUS.md - **Architecture Decisions**: See ARCHITECTURE/ folder - **Implementation History**: See DEVELOPMENT_PHASES/ folder